{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zhaoming/00.works/python-deltasigma/examples/../deltasigma/_config.py:54: UserWarning: Cannot find the path for 'cblas.h'. You may set it using the environment variable BLAS_H.\n",
      "NOTE: You need to pass the path to the directories were the header files are, not the path to the files.\n",
      "  warn(\"Cannot find the path for 'cblas.h'. You may set it using the environment variable \"\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append('..')\n",
    "from __future__ import division\n",
    "from deltasigma import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NTF synthesis - demo #2\n",
    "=======================\n",
    "\n",
    "Demonstration of the **`simulateDSM`** function, as in the **MATLAB Delta Sigma Toolbox**, employing its Python port **`deltasigma`**.\n",
    "\n",
    " * In the first section, the **Noise Transfer Function** (NTF) is synthesized for a **5th-order**, **low-pass** modulator and \n",
    "   for a **8th-order band-pass** modulator.  \n",
    "     * In each case, the modulator is **simulated** - with `simulateDSM` - and its output plotted in terms of **time response**\n",
    "       and **spectrum**.\n",
    "     * The **Signal to Noise Ratio** (SNR) is evaluated from the spectrum through `calculateSNR`.\n",
    "     * The **SNR** for different amplitudes is **predicted** through `predictSNR`, **simulated** with `simulateSNR` and \n",
    "       the **peak values are extracted** with `peakSNR`.\n",
    "\n",
    " * In the second section we move on to the synthesis and simulation of a **7th-order low-pass multi-bit modulator**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5th-order low-pass modulator\n",
    "----------------------------\n",
    "\n",
    "General parameters and synthesis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "OSR = 32\n",
    "order = 5\n",
    "H = synthesizeNTF(order, OSR, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time-domain simulation with `simulateDSM`\n",
    "\n",
    "A test sine wave is employed for the time simulation, having amplitude $A = .5$ (equiv. -6 dBFS) and a frequency equal to $f_{test} = 2/3 f_B$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zhaoming/00.works/python-deltasigma/examples/../deltasigma/_simulateDSM.py:214: UserWarning: Using a slow implementation of simulateDSM\n",
      "Refer to the docs for how to switch to a fast one\n",
      "  warn('Using a slow implementation of simulateDSM\\n' +\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'hold' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn [4], line 9\u001b[0m\n\u001b[1;32m      7\u001b[0m t \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marange(\u001b[39m301\u001b[39m)\n\u001b[1;32m      8\u001b[0m step(t, u[t],\u001b[39m'\u001b[39m\u001b[39mr\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m----> 9\u001b[0m hold(\u001b[39mTrue\u001b[39;00m)\n\u001b[1;32m     10\u001b[0m step(t, v[t], \u001b[39m'\u001b[39m\u001b[39mg\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m     11\u001b[0m axis([\u001b[39m0\u001b[39m, \u001b[39m300\u001b[39m, \u001b[39m-\u001b[39m\u001b[39m1.2\u001b[39m, \u001b[39m1.2\u001b[39m])\n",
      "\u001b[0;31mNameError\u001b[0m: name 'hold' is not defined"
     ]
    }
   ],
   "source": [
    "figure(figsize=(20, 4))\n",
    "N = 8192\n",
    "fB = int(np.ceil(N/(2.*OSR)))\n",
    "ftest = np.floor(2./3.*fB)\n",
    "u = 0.5*np.sin(2*np.pi*ftest/N*np.arange(N))\n",
    "v, xn, xmax, y = simulateDSM(u, H)\n",
    "t = np.arange(301)\n",
    "step(t, u[t],'r')\n",
    "hold(True)\n",
    "step(t, v[t], 'g')\n",
    "axis([0, 300, -1.2, 1.2])\n",
    "xlabel('Sample Number')\n",
    "ylabel('u, v')\n",
    "title('Modulator Input & Output');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Output spectrum and extraction of the SNR with `calculateSNR`\n",
    "\n",
    "From the above time simulation, the spectrum is computed - through direct FFT of the Hann-windowed time waveform. \n",
    "\n",
    "The obtained spectrum (*blue*) is compared with the expected performances that can be computed evaluating the modulator transfer function in the frequency domain (*magenta*)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107ff8650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f = np.linspace(0, 0.5, N/2. + 1)\n",
    "spec = np.fft.fft(v * ds_hann(N))/(N/4)\n",
    "plot(f, dbv(spec[:N/2. + 1]),'b', label='Simulation')\n",
    "figureMagic([0, 0.5], 0.05, None, [-120, 0], 20, None, (16, 6), 'Output Spectrum')\n",
    "xlabel('Normalized Frequency')\n",
    "ylabel('dBFS')\n",
    "snr = calculateSNR(spec[2:fB+1], ftest - 2)\n",
    "text(0.05, -10, 'SNR = %4.1fdB @ OSR = %d' % (snr, OSR), verticalalignment='center')\n",
    "NBW = 1.5/N\n",
    "Sqq = 4*evalTF(H, np.exp(2j*np.pi*f)) ** 2/3.\n",
    "hold(True)\n",
    "plot(f, dbp(Sqq * NBW), 'm', linewidth=2, label='Expected PSD')\n",
    "text(0.49, -90, 'NBW = %4.1E x $f_s$' % NBW, horizontalalignment='right')\n",
    "legend(loc=4);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SNR vs input amplitude: prediction, simulation and peak extraction\n",
    "\n",
    "Being the example modulator a binary (single-bit) structure, we can predict the SNR curve using *the describing function method of Ardalan and Paulos*. This is done with the function `predictSNR`.\n",
    "\n",
    "Next, we check the agreement between the approximate - but very quick - method above and actual results obtained with extended time simulations of the modulator. This operation is performed by `simulateSNR`.\n",
    "\n",
    "Lastly, we interpolate the simulation results close to the SNR peak, with `peakSNR`, to get an approximate value for peak SNR that can be ideally expected by the syntesized modulator structure and its corresponding amplitude value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda/lib/python2.7/site-packages/scipy/signal/filter_design.py:1055: BadCoefficients: Badly conditioned filter coefficients (numerator): the results may be meaningless\n",
      "  \"results may be meaningless\", BadCoefficients)\n"
     ]
    }
   ],
   "source": [
    "snr_pred, amp_pred, _, _, _ = predictSNR(H, OSR)\n",
    "snr, amp  = simulateSNR(H, OSR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d7e69d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(amp_pred, snr_pred, '-', amp, snr, 'og-.')\n",
    "figureMagic([-100, 0], 10, None, [0, 100], 10, None, (16, 6),'SQNR')\n",
    "xlabel('Input Level (dBFS)')\n",
    "ylabel('SQNR (dB)')\n",
    "pk_snr, pk_amp = peakSNR(snr, amp)\n",
    "text(-25, 85, 'peak SNR = %4.1fdB\\n@ OSR = %d\\n' % (pk_snr, OSR), horizontalalignment='right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bandpass Modulator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "f0 = 1./8\n",
    "OSR = 64\n",
    "order = 8\n",
    "H = synthesizeNTF(order, OSR, 1, 1.5, f0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time-domain simulation with `simulateDSM`\n",
    "\n",
    "A test sine wave is employed for the time simulation, having amplitude $A = .5$ (equiv. -6 dBFS) and a frequency offset from $f_0$ equal to $\\Delta f_{test} = 1/3 f_B$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x10ed1ee10>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e210110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(20, 4))\n",
    "fB = int(np.ceil(N/(2. * OSR)))\n",
    "ftest = int(np.round(f0*N + 1./3 * fB))\n",
    "u = 0.5*np.sin(2*np.pi*ftest/N*np.arange(N))\n",
    "v, xn, xmax, y = simulateDSM(u, H)\n",
    "t = np.arange(301)\n",
    "step(t, u[t], 'r')\n",
    "hold(True)\n",
    "step(t, v[t], 'g')\n",
    "axis([0, 300, -1.2, 1.2])\n",
    "xlabel('Sample Number')\n",
    "ylabel('u, v')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Output spectrum and extraction of the SNR with `calculateSNR`\n",
    "\n",
    "As in the case before, from the above time simulation, the spectrum is computed - through direct FFT of the Hann-windowed time waveform. \n",
    "\n",
    "The obtained spectrum (*blue*) is compared with the expected performances that can be computed evaluating the modulator transfer function in the frequency domain (*magenta*)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d0bedd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spec = np.fft.fft(v*ds_hann(N))/(N/4)\n",
    "plot(np.linspace(0, 0.5, N/2. + 1), dbv(spec[:N / 2 + 1]), label='Simulation')\n",
    "figureMagic([0, 0.5], 0.05, None, [-140, 0], 20, None, (16, 6), 'Output Spectrum')\n",
    "f1 = int(np.round((f0 - 0.25/OSR) * N))\n",
    "f2 = int(np.round((f0 + 0.25/OSR) * N))\n",
    "snr = calculateSNR(spec[f1:f2+1], ftest - f1)\n",
    "text(0.15, -10, 'SNR = %4.1f dB @ OSR=%d)' % (snr, OSR), verticalalignment='center')\n",
    "grid(True)\n",
    "xlabel('Normalized Frequency')\n",
    "ylabel('dBFS/NBW')\n",
    "NBW = 1.5/N\n",
    "Sqq = 4*evalTF(H, np.exp(2j*np.pi*f))**2/3.\n",
    "hold(True)\n",
    "plot(f, dbp(Sqq*NBW), 'm', linewidth=2, label='Expected PSD')\n",
    "text(0.475, -90, 'NBW=%4.1E x $f_s$' % NBW, horizontalalignment='right', verticalalignment='center')\n",
    "legend(loc=4);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SNR vs input amplitude: prediction, simulation and peak extraction\n",
    "\n",
    "*In the following, the same comments as in the preceeding sections apply, adapted for band-pass frequency charactersistics.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "snr_pred, amp_pred, _, _, _ = predictSNR(H, OSR, None, f0)\n",
    "snr, amp = simulateSNR(H, OSR, None, f0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ed37950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(amp_pred, snr_pred, '-b', amp, snr, 'og-.')\n",
    "figureMagic([-110, 0], 10, None, [0, 110], 10, None, (16, 6), 'SQNR')\n",
    "xlabel('Input Level (dBFS)')\n",
    "ylabel('SQNR (dB)')\n",
    "pk_snr, pk_amp = peakSNR(snr, amp)\n",
    "text(-20, 95, 'peak SNR = %4.1fdB\\n@ OSR = %d\\n' % (pk_snr, OSR), horizontalalignment='right');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7th-order low-pass multi-bit modulator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d1bb090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(16, 20))\n",
    "colors = ('m', 'b')\n",
    "Hinf_list = [2, 8]\n",
    "i = -1\n",
    "for col, Hinf in zip(colors, Hinf_list):\n",
    "    i += 2\n",
    "    OSR = 8\n",
    "    M = 16\n",
    "    H = synthesizeNTF(7, OSR, 1, Hinf)\n",
    "    N = 8192\n",
    "    fB = int(np.ceil(N/(2.*OSR)))\n",
    "    ftest = int(np.floor(2./7*fB))\n",
    "    u = 0.5*M*np.sin(2*np.pi*ftest/N*np.arange(N))\n",
    "    v, xn, xmax, y = simulateDSM(u, H, M + 1)\n",
    "    \n",
    "    subplot(int('42' + str(i)))\n",
    "    t = np.arange(101)\n",
    "    step(t, u[t], 'g')\n",
    "    hold(True)\n",
    "    step(t, v[t], col)\n",
    "    figureMagic([0, 100], 10, None, [-M, M], 2, None, None,'Input & Output')\n",
    "    xlabel('Sample Number')\n",
    "    ylabel('u, v')\n",
    "    \n",
    "    subplot(222)\n",
    "    snr, amp = simulateSNR(H, OSR, None, 0., M + 1)\n",
    "    plot(amp, snr,'o' + col, amp, snr, '--' + col)\n",
    "    hold(True)\n",
    "    figureMagic([-120, 0], 10, None, [0, 120], 10, None, None,'SQNR')\n",
    "    xlabel('Input Level (dBFS)')\n",
    "    ylabel('SNR (dB)')\n",
    "    pk_snr, pk_amp = peakSNR(snr, amp)\n",
    "    text(-13, pk_snr, 'peak SNR = %4.1fdB\\n@ OSR = %d\\n' % (pk_snr, OSR), horizontalalignment='right', color=col)\n",
    "    \n",
    "    subplot(212)\n",
    "    f = np.linspace(0, 0.5, N/2. + 1)\n",
    "    spec = np.fft.fft(v*ds_hann(N))/(M*N/4)\n",
    "    plot(f, dbv(spec[:N/2 + 1]), col)\n",
    "    snr = calculateSNR(spec[2:fB + 1], ftest - 2)\n",
    "    text(0.1, 10*(i - 4), 'SNR = %4.1fdB @ OSR=%d' % (snr, OSR), verticalalignment='center', color=col)\n",
    "    figureMagic([0, 0.5], 0.05, None, [-160, 0], 20, None, None,'Output Spectrum')\n",
    "    xlabel('Normalized Frequency')\n",
    "    ylabel('dBFS')\n",
    "    \n",
    "    NBW = 1.5/N\n",
    "    Sqq = 4*evalTF(H, np.exp(2j*np.pi*f))**2/(3.*M**2)\n",
    "    hold(True)\n",
    "    plot(f, dbp(Sqq*NBW), 'c', linewidth=2)\n",
    "    if i == 1:\n",
    "        text(0.47, -110, 'NBW=%4.1E x $f_s$ '% NBW, horizontalalignment='right')\n",
    "title('15-step 7th-order Lowpass')\n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Further information about simulation of DSM's\n",
    "---------------------------------------------\n",
    "\n",
    "Please refer to `help(simulateDSM)` for detailed - and possibly more updated - documentation!\n",
    "\n",
    "###`help(simulateDSM)` as of writing:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "simulateDSM(u, arg2, nlev=2, x0=0)\n",
    "\n",
    "    [v, xn, xmax, y] = simulateDSM(u, ABCD, nlev=2, x0=0)\n",
    "\n",
    "or\n",
    "\n",
    "    [v, xn, xmax, y] = simulateDSM(u, ntf, nlev=2, x0=0)\n",
    "    \n",
    "    Compute the output of a general delta-sigma modulator with input ``u``,\n",
    "    a structure described by ``ABCD``, an initial state ``x0`` (default zero) and\n",
    "    a quantizer with a number of levels specified by ``nlev``.\n",
    "    Multiple quantizers are implied by making ``nlev`` an array,\n",
    "    and multiple inputs are implied by the number of rows in ``u``.\n",
    "    \n",
    "    Alternatively, the modulator may be described by an ``NTF``.\n",
    "    The NTF is a zpk object. (The STF is assumed to be 1.)\n",
    "    The structure that is simulated is the block-diagional structure used by\n",
    "    zpk2ss."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### System version information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/json": {
       "Software versions": [
        {
         "module": "Python",
         "version": "2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]"
        },
        {
         "module": "IPython",
         "version": "3.2.1"
        },
        {
         "module": "OS",
         "version": "Darwin 14.4.0 x86_64 i386 64bit"
        },
        {
         "module": "numpy",
         "version": "1.9.2"
        },
        {
         "module": "scipy",
         "version": "0.16.0"
        },
        {
         "module": "matplotlib",
         "version": "1.4.3"
        },
        {
         "module": "deltasigma",
         "version": "0.2.2"
        }
       ]
      },
      "text/html": [
       "<table><tr><th>Software</th><th>Version</th></tr><tr><td>Python</td><td>2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]</td></tr><tr><td>IPython</td><td>3.2.1</td></tr><tr><td>OS</td><td>Darwin 14.4.0 x86_64 i386 64bit</td></tr><tr><td>numpy</td><td>1.9.2</td></tr><tr><td>scipy</td><td>0.16.0</td></tr><tr><td>matplotlib</td><td>1.4.3</td></tr><tr><td>deltasigma</td><td>0.2.2</td></tr><tr><td colspan='2'>Fri Aug 07 15:51:58 2015 CEST</td></tr></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{|l|l|}\\hline\n",
       "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
       "Python & 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)] \\\\ \\hline\n",
       "IPython & 3.2.1 \\\\ \\hline\n",
       "OS & Darwin 14.4.0 x86\\_64 i386 64bit \\\\ \\hline\n",
       "numpy & 1.9.2 \\\\ \\hline\n",
       "scipy & 0.16.0 \\\\ \\hline\n",
       "matplotlib & 1.4.3 \\\\ \\hline\n",
       "deltasigma & 0.2.2 \\\\ \\hline\n",
       "\\hline \\multicolumn{2}{|l|}{Fri Aug 07 15:51:58 2015 CEST} \\\\ \\hline\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Software versions\n",
       "Python 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]\n",
       "IPython 3.2.1\n",
       "OS Darwin 14.4.0 x86_64 i386 64bit\n",
       "numpy 1.9.2\n",
       "scipy 0.16.0\n",
       "matplotlib 1.4.3\n",
       "deltasigma 0.2.2\n",
       "Fri Aug 07 15:51:58 2015 CEST"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#%install_ext http://raw.github.com/jrjohansson/version_information/master/version_information.py\n",
    "%load_ext version_information\n",
    "%reload_ext version_information\n",
    "\n",
    "%version_information numpy, scipy, matplotlib, deltasigma"
   ]
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